{"id":"W4393869281","doi":"10.3934/ctr.2024001","title":"Sustainability and innovation in 3D printing: Outlook and trends","year":2024,"lang":"en","type":"article","venue":"Clean Technologies and Recycling","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sustainability; 3D printing; Business; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002823795,0.0005328879,0.0004653148,0.002012213,0.0006462067,0.005954788,0.000656112,0.002946339,0.008427091],"category_scores_gemma":[0.00210829,0.0002037717,0.0005794289,0.004413175,0.002039027,0.005604565,0.00221549,0.001880113,0.002355364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002907286,"about_ca_system_score_gemma":0.003346654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001850429,"about_ca_topic_score_gemma":0.002493992,"domain_scores_codex":[0.9991536,0.0001775841,0.00006394082,0.0001021405,0.0003611607,0.0001415813],"domain_scores_gemma":[0.9968467,0.001569076,0.0003275523,0.00009705838,0.0007844134,0.0003751698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001031721,0.0001416525,0.002610201,0.003593558,0.00003498339,0.0002118674,0.0004972515,0.002037926,0.001685506,0.1793438,0.03937725,0.7703629],"study_design_scores_gemma":[0.0000112209,0.0001975173,0.004161383,0.00322859,0.00002780417,0.0005076145,0.001998441,0.002023541,0.002145865,0.08131076,0.904326,0.00006124777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008644287,0.8682902,0.004184029,0.05123755,0.0014551,0.00001808472,0.0002885651,0.0001834802,0.06569871],"genre_scores_gemma":[0.07255086,0.9038695,0.006879792,0.00577634,0.001284775,0.0000372721,0.0003652807,0.00005238013,0.009183738],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008427091,"threshold_uncertainty_score":0.02819139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290051000213328,"score_gpt":0.2491490115035808,"score_spread":0.2362485015014476,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}